Moonshot AI
Rank #50 of 93
Est.

Moonshot AI Kimi K2-Thinking-0905: LLM Security & Jailbreak Resistance

As of 2026-07-04, Moonshot AI Kimi K2-Thinking-0905 has an attack success rate (ASR) of 38.0% on Guardion's LLM Vulnerability benchmark — ranking #50 of 93 models. It is weakly resistant — adversarial prompts succeed often without added guardrails.

Overall ASR
38.0%
lower is safer
Robustness
62%
100 − ASR
Rank
#50
of 93 models
Zero-Shot ASR
100.0%
TAP ASR
100.0%
Tree of Attacks w/ Pruning
Crescendo ASR
100.0%
multi-turn escalation

Attack Success Rate (ASR) is the share of adversarial prompts that elicit harmful output across zero-shot, TAP, and Crescendo attacks (HarmBench framework). Lower is safer. "Est." models are calibrated from public safety evaluations pending a Guardion benchmark run.

How Kimi K2-Thinking-0905 compares

Alibaba Qwen3-Next-80B-A3B-Instruct
Rank #49 · ASR 37.0% (est.)
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Alibaba Qwen3 VL 32B Thinking
Rank #51 · ASR 38.0% (est.)
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Meta Llama 3H 405B
Rank #48 · ASR 36.6%
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Mistral Mixtral 8x7B
Rank #52 · ASR 38.0%
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Alibaba Qwen 7-72BB
Rank #47 · ASR 36.5%
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Zhipu AI GLM-4.6
Rank #53 · ASR 39.0% (est.)
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Frequently asked questions

How secure is Moonshot AI Kimi K2-Thinking-0905 against jailbreaks?

Moonshot AI Kimi K2-Thinking-0905 is weakly resistant — adversarial prompts succeed often without added guardrails. On Guardion's LLM Vulnerability benchmark it records a 38.0% attack success rate (62% robustness), ranking #50 of 93 models (estimated from public safety evaluations).

What is Kimi K2-Thinking-0905's attack success rate (ASR)?

Kimi K2-Thinking-0905's overall ASR is 38.0% — the share of adversarial prompts that elicit harmful output across zero-shot, TAP, and Crescendo attacks. Lower is safer.

Is Kimi K2-Thinking-0905 more secure than Qwen3-Next-80B-A3B-Instruct?

Qwen3-Next-80B-A3B-Instruct is more robust: 37.0% ASR vs Kimi K2-Thinking-0905's 38.0%. See the full head-to-head comparison for the per-attack breakdown.

How can I make Kimi K2-Thinking-0905 safer to deploy?

Even robust models are bypassed under sustained attack. An inline runtime guardrail that classifies prompts and responses — like Guardion's prompt-defense models — blocks jailbreaks and prompt injection before they reach Kimi K2-Thinking-0905.

Harden Kimi K2-Thinking-0905 in production

Guardion's runtime guardrails block jailbreaks and prompt injection before they reach any model — with sub-130ms policy decisions.

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